What I'm Testing

SITE MANIFESTO

Honest SEO Tool Tests & B2B Growth Notes

Real SEO and AI-search tests on live B2B sites. No hype, no demos — just raw traffic, ranking, and impression data.

🎯 Rule: Record baseline → change one thing → publish raw results.
⚙️ TOOLS IN LAB
Surfer SEO Rank Math LiteSpeed ChatGPT 4o Claude 3.5 GSC & GA4
Experiments

What 2,728 AI Overview Impressions Still Can’t Tell Me

Google's own documentation says an AI Overview occupies a single position in Search results. On the query I've been tracking, ...
ExperimentsUncategorized

AI Visibility Metrics: Mentions, Citations, Share of Voice and Traffic

Quick Context: I have been measuring AI search visibility for a few months, first badly and then slightly less badly ...
ExperimentsUncategorized

Should You Block GPTBot? What 7 Days of Server Logs Showed

Quick Context: I spent the last few months assuming my AI visibility problem was a content problem — that my ...

Winston Zeng

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I’m a 19-year-old solo founder documenting my real experiments with SEO and business tools. I run a B2B export site and this space where I test what I use – no fluff, just real data and real results (good or bad).